{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pythonlib import toolean as toolean\n",
    "from pythonlib import toolean_net as toolean_net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random as random #random could be destroyed by matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import importlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'pythonlib.toolean_net' from 'd:\\\\00synchronize\\\\tnn\\\\pythonlib\\\\toolean_net.py'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importlib.reload(toolean)\n",
    "importlib.reload(toolean_net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将手写字体文件转换为布尔值矩阵\n",
    "\n",
    "# 字母转换为布尔值\n",
    "\n",
    "def to_bool_charactor(c):\n",
    "    if c=='1':\n",
    "        return 1\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#将一行文字转换为布尔值列表\n",
    "\n",
    "def to_bool_string(s):\n",
    "    return[to_bool_charactor(x) for x in s]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#将文件转换为布尔矩阵\n",
    "\n",
    "def file2matrix(path):\n",
    "    fp=open(path,'r')\n",
    "    content=fp.read()\n",
    "    rowlist=content.splitlines()\n",
    "    x=np.array([to_bool_string(x) for x in rowlist])\n",
    "    \n",
    "    return x\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设定0-9输出对应的二进制值列表\n",
    "#将输出结果与列表比对，决定输出数值（0-9）\n",
    "\n",
    "num_bool_dict={0:[0,0,0,0],\n",
    "              1:[0,0,0,1],\n",
    "              2:[0,0,1,0],\n",
    "              3:[0,0,1,1],\n",
    "              4:[0,1,0,0],\n",
    "              5:[0,1,0,1],\n",
    "              6:[0,1,1,0],\n",
    "              7:[0,1,1,1],\n",
    "              8:[1,0,0,0],\n",
    "              9:[1,0,0,1]}\n",
    "             \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "bool_list=list(num_bool_dict.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[0, 0, 0, 0],\n",
       " [0, 0, 0, 1],\n",
       " [0, 0, 1, 0],\n",
       " [0, 0, 1, 1],\n",
       " [0, 1, 0, 0],\n",
       " [0, 1, 0, 1],\n",
       " [0, 1, 1, 0],\n",
       " [0, 1, 1, 1],\n",
       " [1, 0, 0, 0],\n",
       " [1, 0, 0, 1]]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bool_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 布尔值转换为字符\n",
    "\n",
    "def to_char_bool(bool):\n",
    "    if bool:\n",
    "        return '1'\n",
    "    else:\n",
    "        return '0'\n",
    "\n",
    "def to_string_boollist(boollist):\n",
    "    temp=[to_char_bool(x) for x in boollist]    \n",
    "    return ''.join(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#用图像来显示神经网络，显示转换矩阵，输入输出结果及隐藏层\n",
    "\n",
    "def show_nn(bl1):\n",
    "    fig,axs=plt.subplots(nrows=1, ncols=5, figsize=(12, 6))\n",
    "    axs[0].imshow(np.array([bl1.inode]),vmin=0,vmax=1)\n",
    "    axs[0].set_title('inode')\n",
    "    axs[0].set_axis_off()\n",
    "    axs[1].imshow(bl1.wi,vmin=0,vmax=1)\n",
    "    axs[1].set_title('wi')\n",
    "    axs[1].set_axis_off()\n",
    "    axs[2].imshow(np.array([bl1.hnode]),vmin=0,vmax=1)\n",
    "    axs[2].set_title('hnode')\n",
    "    axs[2].set_axis_off()\n",
    "    axs[3].imshow(bl1.wo,vmin=0,vmax=1)\n",
    "    axs[3].set_title('wo')\n",
    "    axs[3].set_axis_off()\n",
    "    axs[4].imshow(np.array([bl1.onode]),vmin=0,vmax=1)\n",
    "    axs[4].set_title('onode')\n",
    "    axs[4].set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 显示矩阵\n",
    "def show_nparray(nparray):\n",
    "    fig,axs=plt.subplots(nrows=1, ncols=1)\n",
    "    axs.imshow((nparray),vmin=0,vmax=1)\n",
    "    axs.set_title('array')\n",
    "    axs.set_axis_off()\n",
    "    \n",
    "#显示矩阵名称    \n",
    "def show_nparray_title(nparray,title):\n",
    "    fig,axs=plt.subplots(nrows=1, ncols=1)\n",
    "    axs.imshow((nparray),vmin=0,vmax=1)\n",
    "    axs.set_title(title)\n",
    "    axs.set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#训练二值神经网络\n",
    "\n",
    "def train_id_blnn(blnn_set,num,inputs,targets):\n",
    "    blnn_set[num].train(inputs,targets)\n",
    "    blnn_set[num].feedforward()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#验证输入图片后，输出数值是否与目标值相符\n",
    "\n",
    "def verify(blnn,inputs,targets):\n",
    "    blnn.inode=inputs\n",
    "    blnn.feedforward()\n",
    "    if blnn.onode==targets:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "    \n",
    "#是否数值\n",
    "\n",
    "def if_num(flag,num):\n",
    "    if flag:\n",
    "        return num\n",
    "    else:\n",
    "        pass\n",
    "    \n",
    "#输出数值列表\n",
    "num_list=[0,1,2,3,4,5,6,7,8,9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#准备训练集与验证集\n",
    "\n",
    "root = \"trainingDigits16x\" #数据文件所在路径\\n\"\n",
    "pathlist = os.listdir(root) # 获取路径下所有数据文件\"\n",
    "\n",
    "random.shuffle(pathlist)\n",
    "train_set=[]\n",
    "\n",
    "for i in range (0,32):\n",
    "    filepath=root+'\\\\'+pathlist[i]\n",
    "    s=pathlist[i]\n",
    "    n=(re.split('_',s))[0]\n",
    "    targets=num_bool_dict[int(n)]\n",
    "\n",
    "    inputs=file2matrix(filepath).flatten().tolist()\n",
    "    #print(filepath)\n",
    "    train_set.append([inputs,targets,int(n)])\n",
    "\n",
    "random.shuffle(pathlist)\n",
    "verify_set=[]\n",
    "for i in range (0,64):\n",
    "    filepath=root+'\\\\'+pathlist[i]\n",
    "    s=pathlist[i]\n",
    "    n=(re.split('_',s))[0]\n",
    "    targets=num_bool_dict[int(n)]\n",
    "\n",
    "    inputs=file2matrix(filepath).flatten().tolist()\n",
    "    #print(filepath)\n",
    "    verify_set.append([inputs,targets,int(n)]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从toolean——net初始化\n",
    "#toolean_net这个类包含了训练，反向传播，正向传播等等方法\n",
    "# bl.db这个参数目前没有使用，为未来持久化做准备\n",
    "\n",
    "blnn_set=[]\n",
    "\n",
    "for i in range(0,10):\n",
    "    blnntemp=toolean_net.tooleannet('bl.db',256,16,4)\n",
    "    blnn_set.append(blnntemp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#初始化的二值神经网络\n",
    "\n",
    "\n",
    "show_nn(blnn_set[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  0,  1, -1],\n",
       "       [-1, -1, -1,  0],\n",
       "       [ 0, -1, -1,  0],\n",
       "       [ 0,  0, -1, -1],\n",
       "       [ 1,  1,  0,  0],\n",
       "       [ 1,  1, -1,  1],\n",
       "       [-1,  1,  0,  0],\n",
       "       [ 1,  1,  1,  1],\n",
       "       [ 0,  0,  1, -1],\n",
       "       [ 1,  1, -1, -1],\n",
       "       [-1,  0, -1,  1],\n",
       "       [ 0,  1,  1,  0],\n",
       "       [-1,  0, -1,  1],\n",
       "       [ 0, -1,  1,  0],\n",
       "       [ 1, -1, -1, -1],\n",
       "       [ 0,  0,  1,  0]])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blnn_set[0].wo.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 0, 1, 0]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#训练\n",
    "\n",
    "#train\n",
    "random.shuffle(train_set)\n",
    "for i in train_set:\n",
    "    inputs,targets,num=i\n",
    "    train_id_blnn(blnn_set,num,inputs,targets)\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p0qVW3IwZM9S0aVMlJSVp3rx5Wr58ufr27as2bdp49RcaGqpXXnlFLpdLPXr00IIFC5SWlqZZs2ape/fuFT6SCACA2oapyNVU1WYhkirdBCQmJsY63rlzZx09elQdOnSQzWbziqtss5AxY8ZUmtcvv/xibW4C+FufPn3kcDjkdDrVtWtXq90wDK1evZrRWtQasbGxcrlcmjlzphYtWiSPx6P4+Hi99dZbXv9PREREKD09XZMnT9bixYvVtGlTTZgwQZGRkXriiSe8+hw5cqQiIyO1ePFiLVu2TG63Wy1btpRhGBo7duytvkQAAGoUCttq8udmIcuWLVO3bt2uGhMSEnLTzg9cr4YNG6qsrKxC+6hRozRq1KgK7bt27boFWQFVmzt3rubOnVuhPTU1Vampqdbryv7N//cpx1d0795d27dvr/LcXbp0uep74c9//nOFtsTERCUmJlbZJwAAtQ2FrQ+1adOm0s1Crhy/8v2f//ynTNP0GrWtbLOQ0NBQNgsBAAAAgEqwxtaHhgwZon379ikrK8tqu3DhgtLS0tS2bVt16tTJijt58qTee+89K664uFhpaWle/fXs2VPt27fX8uXLdf78+QrnY7MQAAAAAGDE1qeef/55vfPOO0pOTtaUKVMUFhamN998U/n5+Xr//fdlt1/+O8JTTz2llStX6vHHH9f+/fsVERGhDRs2yOl0evVnt9v1+uuvKzk5WbGxsRo7dqxatmypEydOKD09XaGhodq6das/LhUAAAAAagwKWx+64447tGfPHj333HNasWKFLl26pLvvvltbt27V0KFDrTin06nPPvtMkydP1ooVK+R0OjVq1CglJycrKSnJq8/ExERlZWXpb3/7m1auXKnz58+rRYsWio+P1/jx42/1JQIAAABAjWMzb+buRwAAAAHu9/aH/Z0Carmdnk1+PT/vgdvfJycP+DuFa7K3yKs65hbkAQAAAADATUNhCwAAAAAIaKyxBarh11NwbN1jZR44KF1jJn+dlpE6/lBbmQ6p1SenVZ5b8aOgJOnnaX10MdzUnX/N0sX/iFP9zft8mruv2IKD9fO4nrpjxZ5rxtm7xkh5R+UpLq66U7tD8pT7KEPfs9Wpo5LErqr76f5rxn33n73VYereSo8XPX2vGj1wUufdwQqbX0/a+8115+LvaWien+/y6/mrcn9kN5/2V90pWdU97/VM8fL1tdwu/P0eAADUbIzYAjfgwp0h1yxqJen4iLZq8fIe1T9lyna+8iKvWY5bd/41S2dH31tji1pJUnm5mv3PpSrDjg9uInvTsGp1mbe262/N6qYyy8qqLGolqcPUvSpP7FHp8fBXsuQcfUlhw76X41zV9xAAAADXh8IWuAHO/86uMqbFS5dHNhuvz1J5s9BK4y41rSPZbKrjruH7uNnsutS0bpVhkcv2qOzY8Wp1GfFR0G/NqsZw7PrqmsfLfi6QPOUqP3jk1iQEAABQi1DYAjfgTOq9+mlunyrj7F1jdOK5PjL351YaE7IpW+4hvXTPc1/q3GO9fZmmT9kcdp3p6PBpn2eia/Y/QXanU3kr46uMy198r/73w5hrxhRM7qPzD1fdFwAAAK4fa2yBG9BkXZaaVCPOk/OtWuZUEWSzKfijL7RlRA/dWVjqi/RuCrPco5Djvh1VbuDj/nzNLC1T8722KuPKQjxqNaNE11ot/K87PbpjRdUj/QAAALh+NXu4BAhwDV3Nqg4yTZl9uyn6xYuq81nV6zn9xSwtUeMNWT7ts9l/VVX1+5dZWqJGb1W+KdQVMYuPq/zI95Uet9UNUofpl/uxBQf7LD8AAABcRmEL3CR17myjwhfaVRl3avy9su0+oPPtK1+He7uq1s7JfmSrG6TTT95bZVzZ8RPXPG6WlkiSLjwYL0fEHT7JDQAAAP+PqcjATVKWf1T1849WGdds9eVR0OpsSIVbyywtUdPXfTdK3eD9bJX5rDcAAABcwYgtAAAAACCgUdgCN6BgStU7IkuSo2mYzqRWPZX19BOXY2ryrsgAAABATWUzTbNmb0sKAADgR7+3P+zvFFDL7fRs8uv5eQ/c/j45ecDfKVyTvUVe1TG3IA8AAAAAAG4aClsAAAAAQECjsAUAAAAABDQKWwAAAABAQONzbAEAAK6hpm+qcn9kN5/2V93rre55r+f++fpaANQejNgCAAAAAAIahS0AAAAAIKBR2AIAAAAAAhqFLQAAAAAgoFHYAgAAAAACGoUtAAAAACCgUdgCAAAAAAIahS0AAAAAIKBR2AIAAAAAAprNNE3T30kAAAAAAHCjGLEFAAAAAAQ0ClsAAAAAQECjsAUAAAAABDQKWwAAAABAQKOwBQAAAAAENApbAAAAAEBAo7AFAAAAAAQ0ClsAAAAAQECjsAUAAAAABLT/Ax4X9mblFGvTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AgfJ4PFqxYoUVN3v2bLVo0UIJCQlauHChVq1apUGDBikiIsKnP5fLpb/85S9yu93q06ePFi9erPT0dM2dO1e9e/cu90giAADqG6YiV1Flm4VIuuEmIFFRUdbxbt266dSpU+rYsaNsNptP3I02C5kwYcIN8/rmm2+szU0Afxs4cKAcDoecTqd69uxptRuGobS0NEZrUW9ER0fL7XZrzpw5Wrp0qbxer2JjY/Xaa6/5/D/RunVrZWZmatq0aVq2bJlatGihyZMnKywsTE8++aRPn8nJyQoLC9OyZcu0cuVKeTwetWnTRoZhaOLEibV9iQAA1CkUtlXkz81CVq5cqV69elUYExwcXGPnB6qradOmunr1arn28ePHa/z48eXa9+3bVwtZAZVbsGCBFixYUK49JSVFKSkp1usb/Zv/wynH1/Xu3Vu7du2q9Nzdu3ev8LPwxBNPlGuLj49XfHx8pX0CAFDfUNjeQhERETfcLOT68et///Of/5Rpmj6jtjfaLMTlcrFZCAAAAADcAIXtLTRy5Ej96U9/0sGDBzVgwABJ0sWLF5Wenq727dura9euVtyePXv05ptvauzYaw+8Li0tVXp6uk9/ffv2VYcOHbRq1SolJyeXG50tKSlRaGhoLVwZAACozO6vjlYp7t6wXjWaB6qP7x0Q+Chsb6Hnn39er7/+uhITEzV9+nSFhITo1VdfVWFhod566y3Z7df26nr66ae1Zs0aPf744zp8+LBat26tTZs2yel0+vRnt9v117/+VYmJiYqOjtbEiRPVpk0bffnll8rMzJTL5dL27dv9cakAAAAAUGdQ2N5Cd955pw4cOKDf/e53Wr16tb7//nv16NFD27dv16hRo6w4p9Opv//975o2bZpWr14tp9Op8ePHKzExUQkJCT59xsfH6+DBg/r973+vNWvW6LvvvlOrVq0UGxurSZMm1fYlAgAAAECdYzNrcvcjAACAAPcr+9gqxTGdNXDV9e/dXu9Wv5z3uqp+Bvylqt8/fwmEz3xdv4f2VgWVx9RCHgAAAAAA1BgKWwAAAABAQGONLVAFP2cKTumYWDnfzrlpzPnHBuj8XVL7/zz4k89TUy4k91ez/G9lHs6rUqxry6FayKpuOfXfAxS5+hPZGgXp6hdfljveoG0bq/3Ogy4VPxsu80jl9/OHAmUaWl2fzldVv5TrqA5/XXNVz1uVaWgAgPqLwhaoYTcrai/f209Buz9U800H1bz2UqqWZm8dkb19uMqqEFsfi1pJivivgze9P1e/+FKOqE4qO16gogEXJFWvqAUAAMDNMRUZ8KOg3R/6O4VKmR6PyvI/8XcaAa/sOKNNAAAANYXCFqhBXz83UJf3Ruj7+2MqPF46JlbfjY1V8ZSBsvXrpguP9q/lDCt3JnWAHB3/o9K4b8b3l71x41rIqG45mXa3zj454KYxl34do8L/6XHtRf8etZAVAABA/cJUZKAGtXrxgOz7olTWxFPh8evTlIMlmZJcdXAA9470m0+zva7Z5kPy1ng2dU/wpw3VpOjqTWNuy3hfHU90vHYfD31cK3kBqH2/pDXX9Q3fOyDwMWIL1DBv7nE1KPjK32mghlzs6lFwbuXf3+vTuR13ttSF5Lo3Mg8AABDIGLEFakFZSYm/U0AN6ZRyWDcfr/VVVlQs15biGssHAACgPmLEFqhBJc9cW3v5/X0Vr7G9lBSjT7f0kmy2WsxKckR10rkJN18XKkkNIsJVMrnyuB/698Tqxf9SeI3eN1xLfd25HZ3k6NyhljICAACoPxixBWpQ6EvXHn/TeMcHFR6/LeMDdfxfh0zTrM20VHa8QLefqHyn46unTis07Ytq9R2yoX4+8sfuPqLGlfyCIuTXhSq7Wp3xXQAAAFQFI7ZATbLZ5Rl1t3SjwtU0ZV69quJnB1apu6LpVYurjKNrZ/07pWrrPM+k9pejU2SV+z77RP1aP3ry5bt19qkB8t7TW5dG311hzKWkayO5pTvCdTK94hgAAAD8dDaztoeKAAAAAsiv7GP9nQLqub3erX49f13/DOz+6qi/U7ipQNh1u67fQ3urgspjaiEPAAAAAABqDIUtAAAAACCgUdgCAAAAAAIahS0AAAAAIKDxuB8AAABYqrqJTCBsiFPX1fUNe4BAwogtAAAAACCgUdgCAAAAAAIahS0AAAAAIKBR2AIAAAAAAhqFLQAAAAAgoFHYAgAAAAACGoUtAAAAACCgUdgCAAAAAAIahS0AAAAAIKDZTNM0/Z0EAAAAAAA/FSO2AAAAAICARmELAAAAAAhoFLYAAAAAgIBGYQsAAAAACGgUtgAAAACAgEZhCwAAAAAIaBS2AAAAAICARmELAAAAAAhoFLYAAAAAgID2f3M08lYsAVWnAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看训练结果，正向传播\n",
    "\n",
    "for i in range(0,10):\n",
    "    #blnn_set[i].feedforward()\n",
    "    show_nn(blnn_set[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[False, False, True, False, False, False, False, False, False, False]\n",
      "[None, None, 2, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[True, False, False, False, False, False, False, False, False, False]\n",
      "[0, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, True, False, False, False, False, False, False, False]\n",
      "[None, None, 2, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[True, False, False, False, False, False, False, False, False, False]\n",
      "[0, None, None, None, None, None, None, None, None, None]\n",
      "[False, True, False, True, False, False, False, False, False, False]\n",
      "[None, 1, None, 3, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, True, False, True, False, False, False, False, False, False]\n",
      "[None, 1, None, 3, None, None, None, None, None, None]\n",
      "[False, False, True, False, False, False, False, False, False, False]\n",
      "[None, None, 2, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, True, False, True, False, False, False, False, False, False]\n",
      "[None, 1, None, 3, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, True]\n",
      "[None, None, None, None, None, None, None, None, None, 9]\n",
      "[False, False, True, False, False, False, False, False, False, False]\n",
      "[None, None, 2, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\AppData\\Local\\Temp\\ipykernel_20616\\1081482208.py:10: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
      "  fig,axs=plt.subplots(nrows=1, ncols=1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[True, False, False, False, False, False, False, False, False, False]\n",
      "[0, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[True, False, False, False, False, False, False, False, False, False]\n",
      "[0, None, None, None, None, None, None, None, None, None]\n",
      "[False, True, False, True, False, False, False, False, False, False]\n",
      "[None, 1, None, 3, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, True, False, True, False, False, False]\n",
      "[None, None, None, None, 4, None, 6, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, True, False]\n",
      "[None, None, None, None, None, None, None, None, 8, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, True, False, False, False, False]\n",
      "[None, None, None, None, None, 5, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, False, False, False]\n",
      "[None, None, None, None, None, None, None, None, None, None]\n",
      "[False, False, False, False, False, False, False, True, False, False]\n",
      "[None, None, None, None, None, None, None, 7, None, None]\n",
      "[False, False, True, False, False, False, False, False, False, False]\n",
      "[None, None, 2, None, None, None, None, None, None, None]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3b186d+5cxowZU3+boKeeeqriuc8//3z59re/XfbZZ5/Stm3b0rNnzzJ8+PDy6KOPNmq/jb1NUSmljB8/vhxyyCGlXbt2pVOnTmXYsGHl+eefb9T52nT7nt/97ndbfPy/zbF+/fpy6aWXlv79+5fdd9+9dOzYsfTv37/8+te/brDW5MmTS/fu3Uvbtm3L17/+9fLMM8806jZFn3zySfnBD35QOnfuXKqqqipuWZR9m6LPGjhwYImIBt8Tq1evLpdcckmprq4urVu3LgcddFCZOHFixS2dSvn0Ng9buoXTlm7b9Pbbb5cLL7yw9OjRo7Ru3brsu+++ZfDgweX222+veN7hhx9e9t13323Oay5zmctc5jJXc51r4cKFZcCAAaVTp06lXbt2pX///mXatGkN9rjJTr8PZlOYMmVKiYjyz3/+s6m3wjZsCszZs2eXFStWlI8//ript7RDPvjgg9KqVasGf0FAc2eu5sVczYu5mhdzNd7GjRvLihUrynPPPbfdgZnyW+RZ1q5dW/Hb1uvWrYvbbrstDjrooOjevXsT7ozGOvXUUyPi07/D/YgjjmjazeyAxx9/PLp3797g/qvNnbmaF3M1L+ZqXszVeKtWrYrOnTvv0OdWlbKDb0DYCU466aTYf//9o7a2NlatWhUzZ86Ml156Ke65554YOXJkU2+PbXjvvffi2Wefrf/46KOP3uH3pwIATe+TTz6JBQsW1H988MEHb/HenVuySwXmzTffHNOnT48lS5bEhg0bok+fPvGTn/wkvvOd7zT11gAAaKRdKjABAGj+0v6qSAAAiBCYAAAk26V+i5zmb0iL/9fUWyDR3GWLmnoLXyp11bVNvQWIv2z8XVNvgS8AVzABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEjVqqk3AOy4ucsWNfUWSLQzv5511bU7bW2Az3IFEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVAITAIBUAhMAgFQCEwCAVK2aegPwRTd32aKm3gLs1O/DuuranbY20Dy5ggkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAECqVk29AQCat7nLFu20teuqa3fa2sDO4womAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpWjX1BuCLrq66dqetPXfZop22dnO2M8/5zuTr2dDOPifN9XsFdnWuYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkKpVU28A2HF11bVNvQUS7cyv59xli3ba2gCf5QomAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpBCYAAKkEJgAAqQQmAACpWjX1BgD41Nxli5p6C7ucuurapt4CsANcwQQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIFWrpt4AAM1bXXVtU28B2MW4ggkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQCqBCQBAKoEJAEAqgQkAQKpWTb0BgGxzly1q6i18qezM811XXbvT1gZ2HlcwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBIJTABAEglMAEASCUwAQBI1aqpNwBA81ZXXdvUWwB2Ma5gAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQqlVTbwD4cpq7bFFTbwGAncQVTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABSCUwAAFIJTAAAUglMAABStWrqDQC7rrnLFjX1FkhSV13b1FsAvkRcwQQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIFWrpt4AsOPmLlvU1Fv40qmrrm3qLQDs8lzBBAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAglcAEACCVwAQAIJXABAAgVaum3gCw4+qqa5t6CwDQgCuYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkEpgAAKQSmAAApBKYAACkqiqllKbeBAAAXxyuYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJBKYAIAkEpgAgCQSmACAJDq/wNEvF/7vMrYGwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qq69ucb+WHof29lHHKuKD4zV27Ni46qqrmt238YmwLSorK+OFF15o8m7i/v37R0QUPQHvq8azQfX19S2eDWqL1h6rz3/+8zFv3rxm962qqtrveVhX6xws62pT3LX0g/sv//IvsXPnznjssceKfiNry6nF6urqePHFFyOlVPR5XnnllaL9Gv/s0atXr8JvcG2db1u8/vrr8corrxRdlLfRJZdcEhEfPCD06dOnTeO2ZR0REYcddlhccsklcckll8SGDRviuOOOixtuuKEQd3379m32en5r165tdu57ao/j1Fb19fUxatSowjul91RdXR0//vGP4+233y46a/LSSy8Vbm+Lfv36xSGHHBINDQ2tOtb7w7qsqyUHYl2vv/56REScddZZTW5bt25dDB06NObPnx/Tp0/f78917bXXxkMPPRRz5sxpclt1dXXs3r07Xn755cKZzYiIN998M7Zs2dLmYxXxwWPktm3b2vV74Pjjj48f/ehHsW7duqIzMY0veenXr1+7fJ7p06fHggULYtasWU2eGxqPxf/8z/8UPTbv2rUrXnvttX1ab21tbTz//PNxyimnHNDHc+vqPOtq059le/bsGRHRJCIaS3XPMt26dWvcf//9rR573LhxsW7dunjssccK295999349re/XbTf8ccfH7W1tXHLLbfEtm3bmoyzcePGj5xvROsvhfKtb30rli5dWvRv9uzZERFx1VVXxdKlSwufpy1au46GhoYmf2bu379/VFZWFr1lura2Nn7xi1/Erl27Ctsef/zx+N///d+PnMuHHaf2vBTKnkaOHBmjRo2KOXPmxLvvvlt022mnnRYNDQ2xcOHCou3z58+PkpKSQtC2VteuXWPChAnxyCOPxOrVq5vcvuf3zP6yrj+wrmIHYl2jR49u8vi0dOnS6NevX3zhC1+IpUuXxplnntnmcZtTW1sbkyZNinvuuafw14tGp512WkRELFiwoGh745mJ008/vc2fb+LEifHzn/88VqxY0eS2LVu2xPvvv79PY0ZEfOc73ynafu+990ZpaWmrXoPdGo1ng/75n/85Vq1aVXTbmDFjoqysLG6//fai58zvfOc7sXXr1n0+VuvWrWvyfBkRsWPHjti+fXubx2yOdXWidbX6rRcppf/8z/9MEZFOO+209OCDD6bvfve7adu2bemll15KZWVl6fOf/3xauHBhuummm1JtbW3hMiZ7vtOypXdxvf3222nIkCGFS6HcdtttacSIEamuri5FRHriiScK+65cuTJ17949DR48OF1//fVp8eLF6frrr08nnXRSOuOMMz5yvim1/VIoe9qXd8s2t29r1rF58+bUs2fPNGXKlDRv3ry0ePHiNHHixBQR6dZbby2MtXz58hQR6eSTT06LFi1KV155ZRo4cGCqra39yHfLfv/7308Rkb72ta+lhx56KH33u98t3Nbe75Zt7j4RUfQ90dDQkE4++eRUUlKS/vqv/zrdeeed6Stf+UqKFi5B0dw7iPZ+9/Abb7yRqqurU0VFRZo2bVq655570o033pjOOeec1Ldv36L7Nr7j6aNYl3UdDOtqTkuPs639ed7z3bJ7evnll1PXrl1TRLR4KZSJEyemO++8s/Bxc5dCaW5ue7+zf/v27em4445LpaWl6cILL0yLFi1Kt9xyS+HdjHt+HVu7rpRSuuCCC4rmec4556SIKFwNoVFrnyNaeozfvHlz6t27d4r/v9xKc2OfeuqpaeHChWnq1KktXlpj7+PcuN7q6urCxw0NDem0005LJSUl6dxzz0133HFHWrBgQbr44ovToYceWvR1tK7Ota5GLT3GtKTNjxyzZ89OgwYNSl26dCn6YXrsscfS8OHDU/fu3dOQIUPSnDlz0n333dfquEsppVdffTWdfvrpqUePHqlfv35pxowZ6ZFHHkkRkX7xi18U7furX/0qnXXWWenTn/50Ki8vT9XV1WnixInpJz/5SavmezDEXWvWsXPnzvSNb3wjHXvssemQQw5JPXv2TMcee2y66667mox16623pkGDBqXy8vL0J3/yJ+nZZ59t1aVQ3n///TR16tTUr1+/VFJSUvSEciDjLqU/PIHt/T3x9ttvpyuuuCJVVlambt26pcMPPzzNnTu36LIxKbX+STWllN5888106aWXpqqqqtStW7c0cODAdMopp6TFixcX7Xf88cengQMHfuh6rcu6DpZ1Naelx9kJEyakHj16pM2bN3/o/VuKu5T+8Jiw95PYe++9l2bNmpWGDh2aunXrlqqqqtI111xTuDzLR81t78eqlD44/tdcc00aNmxYKisrS3/0R3+UvvSlL6Vbbrml6Em1tetKKaVdu3al+vr6VF1dnbp165aGDRvW7DUGZ8yYkUpKStJ///d/f+h4H/YY3/g9t3cspPTBpTSOPPLI1K1btzRgwID0t3/7t03m39pYaFzXnDlz0tFHH53Ky8tT37590/HHH59mzZqVtm7dal2ddF2NDnjcfdzmz5+fIiL99re/7eip8CEaf2AeffTRtHHjxvTee+919JT2yVtvvZVKS0ubXHy7s7OuzuVArat///7pyiuvbNcxDwYHYl0nnHBCOvvss9t1zIOBdXUuv//979PGjRs7d9ztfQHPxosYH3744R00I1przz9ttfQbf2fw+OOPp+rq6rRz586Onkq7sq7O5UCsa/Xq1emQQw5p9sxlZ3Yg1rV169ZUVlaWXnzxxXYb82BgXZ1P45+K2xp3JSnt8QrBDvblL385Bg8eHHV1dbF169Z46KGH4oUXXoh/+Id/KFyHiIPT5s2b47nnnit8/Md//MdNrg8GALTez372s8IbGquqqppcb68lB1XcLViwIO69995Ys2ZNNDQ0xFFHHRVXXXVV/MVf/EVHTw0AoFM4qOIOAID9027/+zEAADqeuAMAyEi7/L9lycPYLud09BSg01qxflVHT2GfjKus6+gp0I5+tPvhjp4CBwFn7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMlLa0RMA+LisWL+qo6dw0DmQx2RcZd0BGxtomTN3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZEXcAABkRdwAAGRF3AAAZKe3oCQDQccZV1nX0FIB25swdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARko7egIAe1qxflVHT+GgM66yrqOnAHQiztwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZKS0oycAdD4r1q/q6CkA0AJn7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMlLa0RMADowV61d19BQ+UcZV1nX0FAAiwpk7AICsiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMlHb0BOCTasX6VR09hU+ccZV1B2xsX8+P34H8ekJn5swdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGxB0AQEbEHQBARsQdAEBGSjt6AnAwW7F+VUdPAQDaxJk7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMiDsAgIyIOwCAjIg7AICMlHb0BAA+LivWr+roKQAccM7cAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkRNwBAGRE3AEAZETcAQBkpLSjJwAHs3GVdQds7BXrVx2wseFgcCB/foCWOXMHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJCR0o6eAHxSjaus6+gp0I5WrF/V0VMAiAhn7gAAsiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADIi7gAAMiLuAAAyIu4AADJS2tETAPi4rFi/qqOnAHDAOXMHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQEXEHAJARcQcAkBFxBwCQkZKUUuroSQAA0D6cuQMAyIi4AwDIiLgDAMiIuAMAyIi4AwDIiLgDAMiIuAMAyIi4AwDIiLgDAMjI/wEY8CEhu4aYCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看验证结果\n",
    "\n",
    "right=0\n",
    "right_list=[]\n",
    "for i in verify_set:\n",
    "\n",
    "    inputs,targets,num=i\n",
    "    temp=(np.array(inputs)).reshape(16,16)\n",
    "    #show_nparray(temp)\n",
    "    b=[verify(blnn,inputs,targets) for blnn in blnn_set]\n",
    "    print(b)\n",
    "    res=[if_num(x,y) for x,y in zip(b,num_list)]\n",
    "    print(res)\n",
    "    try:\n",
    "        ind =b.index(True)\n",
    "        ind==res.index(num)\n",
    "        right+=1\n",
    "        #print('target:',num,'result:',res)\n",
    "        title='target: '+str(num)+' result: '+str(res)\n",
    "        show_nparray_title(temp,title)\n",
    "        right_list.append(num)\n",
    "    except:\n",
    "        pass\n",
    "#print(right) \n",
    "#print(right_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(verify_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(right_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [0, 0, 0, 0],\n",
       " 1: [0, 0, 0, 1],\n",
       " 2: [0, 0, 1, 0],\n",
       " 3: [0, 0, 1, 1],\n",
       " 4: [0, 1, 0, 0],\n",
       " 5: [0, 1, 0, 1],\n",
       " 6: [0, 1, 1, 0],\n",
       " 7: [0, 1, 1, 1],\n",
       " 8: [1, 0, 0, 0],\n",
       " 9: [1, 0, 0, 1]}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_bool_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[0, 0, 0, 0],\n",
       " [0, 0, 0, 1],\n",
       " [0, 0, 1, 0],\n",
       " [0, 0, 1, 1],\n",
       " [0, 1, 0, 0],\n",
       " [0, 1, 0, 1],\n",
       " [0, 1, 1, 0],\n",
       " [0, 1, 1, 1],\n",
       " [1, 0, 0, 0],\n",
       " [1, 0, 0, 1]]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bool_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAABSCAYAAABgx0iRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAVUElEQVR4nO3de3BU5f3H8c/uQsAFAgQ2kkAC5RZDQK4mXHIwXIoJVCaooIUqoBWoXARmSmUGBviVO7S0hUGJRW6iv4odBUbkYg3NBkJQlPgzQECJFLGEQEGE4EKy5/cHw6lrwGwgYbPk/ZphmH32u8/5Psezkm+e5zzHZpqmKQAAAAAAgpQ90AkAAAAAAHAnKGwBAAAAAEGNwhYAAAAAENQobAEAAAAAQY3CFgAAAAAQ1ChsAQAAAABBjcIWAAAAABDUKGwBAAAAAEGNwhYAAAAAENQobAEAAACgikhKSlJSUlKg0wg6FLYAAAAAgKBGYQsAAAAACGoUtgAAAACAoEZhCwAAgHL57LPPZLPZtGXLFqvtwIEDstls6tKli09sSkqKEhISrNcrV65UXFycatWqpcjISI0fP14XLly4W6kDN/Xpp58qJSVFoaGhqlu3rvr166d9+/ZZ769du1Y2m0179uzR1KlT5XK5VKdOHQ0ZMkSFhYWl+vP3Ok9LS1OrVq103333KT4+Xm63+6b5eTwezZo1S61bt1atWrUUFRWladOmyePxVNg5CHYUtgAAACiX9u3bq0GDBsrIyLDa3G637Ha7cnJydPHiRUmS1+vV3r171bt3b0nS7NmzNX78eEVGRuoPf/iDHn/8ca1atUoDBgzQtWvXAjIWIDc3V4ZhKCcnR9OmTdPMmTOVn5+vpKQkZWdn+8ROnDhROTk5mjVrln7zm99o69atmjBhgk+Mv9f56tWrNXbsWDVp0kSLFy9Wr169NHjwYJ08edKnP6/Xq8GDB2vp0qV69NFHtXz5cqWmpmrZsmV68sknK+/EBBsTAAAAKKdBgwaZ8fHx1uvHHnvMfOyxx0yHw2G+//77pmma5ieffGJKMjdv3myeOXPGDAkJMQcMGGCWlJRYn1uxYoUpyXzttdfu+hgA0zTN1NRUMyQkxPzyyy+ttm+++casV6+e2bt3b9M0TXPNmjWmJLN///6m1+u14qZMmWI6HA7zwoULpmmafl/nV69eNcPDw81OnTqZHo/HiktLSzMlmQ8//LDVtmHDBtNut5tut9sn71deecWUZO7Zs6fiTkYQY8YWAAAA5WYYhj755BNdvnxZkpSZmamBAweqU6dO1nJKt9stm82mxMREffDBB7p69aomT54su/2/P4I+//zzCg0N1XvvvReQcaB6Kykp0c6dO5WamqqWLVta7RERERo+fLgyMzOtFQiSNGbMGNlsNuu1YRgqKSnRiRMnJMnv6/zjjz/WmTNnNG7cOIWEhFhxo0aNUv369X1y3LRpk2JjY/XAAw/o7Nmz1p++fftKktLT0yvwjASvGoFOAAAAAMHHMAwVFxcrKytLUVFROnPmjAzDUG5urk9h265dO4WFhVk/+MfExPj0ExISopYtW1rvA3dTYWGhioqKSl2XkhQbGyuv1+uzNDg6OtonpmHDhpKk8+fPS5Lf1/mNv9u0aeMTV7NmTZ8CW5KOHTumw4cPy+Vy3XQMZ86c+elBVhMUtgAAACi3bt26qXbt2srIyFB0dLTCw8PVtm1bGYahlStXyuPxyO12a8iQIYFOFagwDofjpu2maVbaMb1erzp06KA//vGPN30/Kiqq0o4dTChsAQAAUG4hISHWLq7R0dEyDEPS9Zlcj8ejjRs3qqCgwNo4qnnz5pKkvLw8nxmpq1evKj8/X/3797/7g0C153K55HQ6lZeXV+q9I0eOyG63KyoqSh999JFf/fl7nd+IO3bsmLWkWJKuXbum/Px8dezY0Wpr1aqVcnJy1K9fP59l0PDFPbYAAAC4LYZhKDs7W+np6VZh27hxY8XGxmrRokVWjCT1799fISEh+stf/uIzu7V69Wp9++23GjRo0N0fAKo9h8OhAQMGaPPmzfrqq6+s9oKCAr3xxhtKTExUaGio3/35e51369ZNLpdLr7zyiq5evWrFrV27ttRjgYYNG6ZTp07p1VdfLXW8K1euWPe5V3fM2AIAAOC2GIahefPm6eTJk1YBK0m9e/fWqlWr1KJFCzVr1kzS9Zmx6dOna86cOUpOTtbgwYOVl5enlStX6qGHHtKvfvWrQA0D1dzcuXO1a9cuJSYm6oUXXlCNGjW0atUqeTweLV68uFx9+Xud16xZU3PnztXYsWPVt29fPfnkk8rPz9eaNWtK3WP79NNP66233tK4ceOUnp6uXr16qaSkREeOHNFbb72lHTt2qFu3bhV2PoIVhS0AAABuS8+ePeVwOOR0On2WThqGoVWrVvkUu9L153u6XC6tWLFCU6ZMUVhYmMaMGaP58+erZs2adzt9QJIUFxcnt9ut6dOna8GCBfJ6vUpISNDrr7+uhISEcvfn73U+ZswYlZSUaMmSJfrtb3+rDh06aMuWLZo5c6ZPf3a7Xe+++66WLVum9evX65133pHT6VTLli314osvqm3btnd8Du4FNrMy73QGAAAAAKCScY8tgIBJSkpSUlJSoNMANHv2bNlsNp09ezbQqUi6fo+VzWbzud8LAADcGoUtAAAAACCocY8tgIDZuXNnoFMAAADAPYDCFkDAhISEBDoFAAAA3ANYigzgjn322Wey2WzasmWL1XbgwAHZbDZ16dLFJzYlJcXaYZB7bFHVXLhwQaNGjVKDBg1Uv359jR49WkVFRdb7NptNEyZM0Lvvvqv27durVq1aiouL0/bt20v19emnnyolJUWhoaGqW7eu+vXrp3379pWKy83NVd++fXXfffepWbNmmjt3rrxe703ze//992UYhurUqaN69epp0KBBys3NrbgTAABAkKKwvYlAbdqxe/du2Ww27d69+64eF7hT7du3V4MGDZSRkWG1ud1u2e125eTk6OLFi5Ikr9ervXv3qnfv3oFKFfhJw4YN03fffacFCxZo2LBhWrt2rebMmeMTk5mZqRdeeEFPPfWUFi9erO+//16PP/64zp07Z8Xk5ubKMAzl5ORo2rRpmjlzpvLz85WUlKTs7Gwr7vTp0+rTp48OHjyol156SZMnT9b69ev15z//uVRuGzZs0KBBg1S3bl0tWrRIM2fO1KFDh5SYmMgmUwCAao+lyADumN1uV69eveR2u602t9ut1NRUbd68WXv37lVycrJV5P74uYZAVdG5c2etXr3aen3u3DmtXr1aixYtstoOHz6sQ4cOqVWrVpKkPn36qGPHjnrzzTc1YcIESdKMGTN07do1ZWZmqmXLlpKkZ555RjExMZo2bZr++c9/SpIWLVqkwsJCZWdnKz4+XpI0cuRItWnTxievS5cuadKkSfr1r3+ttLQ0q33kyJGKiYnR/PnzfdoBAKhuKGxv4umnn9ZTTz2lWrVqBToVIGgYhqEZM2bo8uXLqlOnjjIzMzV//nydOHFCbrdbycnJcrvdstlsSkxMDHS6wE2NGzfO57VhGHrnnXd08eJFhYaGSpL69+9vFbWS9OCDDyo0NFTHjx+XJJWUlGjnzp1KTU21ilpJioiI0PDhw/Xqq69a/W3btk3du3e3ilpJcrlcGjFihFauXGm17dq1SxcuXNAvf/lLn0cSORwOJSQkKD09vWJPBHz83D60Qvvb8c1Bv+IeiexUoccNBlX93AQqv13eTRXaX3l5T7cpOyiAquN3paL5e20Hir3JsTJjKGxvwuFwyOFwBDoNIKgYhqHi4mJlZWUpKipKZ86ckWEYys3NtWZy3W632rVrp7CwsABnC9xcdHS0z+uGDRtKks6fP28Vtj+OuRF3/vx5SVJhYaGKiooUExNTKi42NlZer1cnT55UXFycTpw4Yd1z/kM//uyxY9f/Qe/bt+9N876RGwAA1RX32N7Ej++xbdGihX7xi18oMzNT8fHxql27tlq2bKn169eX+uzx48c1dOhQhYWFyel0qnv37nrvvfdKxX399ddKTU1VnTp1FB4erilTpsjj8dw0n+zsbCUnJ6t+/fpyOp16+OGHtWfPngodM3CnunXrptq1aysjI0Nut1vh4eFq27atDMPQ/v375fF45Ha7WYaMKu1Wv9Q0TbNcMRXtxmZSGzZs0K5du0r92bx5c6UdGwCAYMCMrZ+++OILPfHEE3ruuec0cuRIvfbaaxo1apS6du2quLg4SVJBQYF69uypoqIiTZo0SY0aNdK6des0ePBgvf322xoyZIgk6cqVK+rXr5/+9a9/adKkSYqMjNSGDRv04Ycfljruhx9+qJSUFHXt2lWzZs2S3W7XmjVr1LdvX7ndbp/la0AghYSEKD4+Xm63W9HR0VYBaxiGPB6PNm7cqIKCAjaOwj3P5XLJ6XQqLy+v1HtHjhyR3W5XVFSUJKl58+bWbOwP/fizN5Y+h4eHq3///pWQNQAAwY0ZWz/l5eVp06ZNmjdvnsaPH6/t27crJCREa9assWIWLlyogoICbdu2TXPnztWUKVOUmZmp5s2ba+rUqdZv3NPS0nT06FGtX79eixYt0osvvqiMjAyfR0pI13/7P27cOPXp00d79uzR1KlTNXnyZO3bt09NmzbVjBkz7uo5AMpiGIays7OVnp5uFbaNGzdWbGystfkOM7a41zkcDg0YMECbN2/22a24oKBAb7zxhhITE62lwwMHDtS+ffu0f/9+K66wsFAbN2706fORRx5RaGio5s+fr2vXrpU6ZmFhYeUMBgCAIEFh66d27dr5/EDucrkUExNjbRYiSdu2bVN8fLzPxjh169bVmDFj9NVXX+nQoUNWXEREhJ544gkrzul0asyYMT7HPHjwoI4dO6bhw4fr3LlzOnv2rM6ePavLly+rX79+ysjIuOWzDoFAMAxDV65c0cmTJ32+L71799bRo0fVokULNWvWLIAZAnfH3LlzVaNGDSUmJmr+/PlavHixevbsKY/Ho8WLF1tx06ZNU6NGjZScnKw5c+Zo6dKl6tWrl5o3b+7TX2hoqF5++WW53W516dJF8+bNU1pammbMmKHOnTuXeiQRAADVDUuR/VTWZiGSbrkJSGxsrPV++/btdeLECbVu3Vo2m80n7labhYwcOfKWeX377bfW5iZAoPXs2VMOh0NOp1MdO3a02g3D0KpVq5itRbURFxcnt9ut6dOna8GCBfJ6vUpISNDrr7/u8+9ERESE0tPTNXHiRC1cuFCNGjXSuHHjFBkZqeeee86nz+HDhysyMlILFy7UkiVL5PF41LRpUxmGodGjR9/tIQIAUKVQ2PopkJuFLFmyRJ06dbppTN26dSvt+EB51atXT8XFxaXaR4wYoREjRpRq3717913ICijb7NmzNXv27FLto0aN0qhRo6zXt/p//g+XHN/QuXNnbd++vcxjd+jQ4abfhWeffbZUW1JSkpKSksrsEwCA6obCtgI1b978lpuF3Hj/xt+ff/65TNP0mbW91WYhoaGhbBYCAAAAALdAYVuBBg4cqD/96U/KyspSjx49JEmXL19WWlqaWrRooXbt2llxO3fu1Ntvv62hQ68/9L2oqEhpaWk+/XXt2lWtWrXS0qVLNXz48FKzs4WFhXK5XHdhZAAAoKI8Etkp0ClUWVX93FT1/IDqjMK2Ar300kt68803lZKSokmTJiksLEzr1q1Tfn6+/v73v8tuv75X1/PPP68VK1bomWee0YEDBxQREaENGzbI6XT69Ge32/XXv/5VKSkpiouL0+jRo9W0aVOdOnVK6enpCg0N1datWwMxVAAAAACoMihsK9D999+vvXv36ne/+52WL1+u77//Xg8++KC2bt2qQYMGWXFOp1P/+Mc/NHHiRC1fvlxOp1MjRoxQSkqKkpOTffpMSkpSVlaWfv/732vFihW6dOmSmjRpooSEBI0dO/ZuDxEAAAAAqhybWZm7HwEAAAS5n9uHBjoFVHO7vJsCenzv6TYBPX5ZWCJ+53Z8czDQKfwke5NjZcfchTwAAAAAAKg0FLYAAAAAgKDGPbaAHyp7GZojto1KDpe9xOKGL5Z1V8zLhSo5+uXtHa9tK13o7FK9v+3zKzfz69Myr1yRp18nhez4uMzP1Ihooktdo1V72wHJW3JbOf7Y+ZE95NqZr+J/n66Q/gLh/Mgeargu67Y+G+hlaBX9HfB3yVN1XF5W1c9NoPIL9HcAAFC1MWMLVKLji3vI0bhRmXHm1+Ur1lpP2XfbRa0klRz90q+iVpJKDh+T93KRzOJiv4paSboS11SnExyy2W1lB/up4bqsoC5qPSkPqfHmQ4FOAwAA4J5EYQtUoqa7i6USb5lx3u++K1e/347oLsf94bebVvmVc9a15gcH1GJmlszi4jJjv380XvY6dW43s6BR6/2PdCE5NtBpAAAA3JMobIFK5Dx6VmZ0E79iHbH+7zhYf+M+lRScud20Kk15xnBD7a375b18uRKyqXrq/a9/s+QAAAAoHwpboBKVfJEvb85hv2LPxjeu5Gwq39mE4B8DAAAAgg+FLVCJvnuyu06/2PMnY05P6alLQxPKtanQ5ScS5HC57jQ9H/95tkepNkfbVor5uKYcrX8mW80QXXimdMwPfRd9/Z5ae6d2FZrbveDkjJ6S3RHoNAAAAO5J7IoMVKJ6f9unemXENFm2t9z91nk7WxWz1/B/hb1WurAuOfql8rpJUr4kqcH6ny6+o//n+li8B9kk6cei5pb/vzMAAAD8w4wtUAX8e+pPz+pWNEeblro0NKFcn7HXrq1Tv/MvT1utWqrRNNK/XBrUl2wVt3tyVeVwua6PFQAAABWOwhaoRP8Z3UPFfbv+ZEzRYwlqtuNcmUuWf+j8yB6q0eT+286r5Nhx1d2U7dNmb/9AqbgaTSPlNTpLksziYjX+/Jpf/Xu7PKB/P9rcv6W3kffLVqOmX/0Gs5KfNZEi7uJO1gAAANUIS5GBShS2puz7ZuucuKSS3Dw1yfW/34brslT2g3TKx/v5kVJtxae+kSO8oewN6qvk4iWFXPCvsLVl5cjl5y3DJYeOlifN4LX//yp8+TgAAACuo7AF/LDLuynQKQABFajvwK6yHwNdbVX1c1PV8wMA3FtYigwAAAAACGoUtgAAAACAoEZhCwAAAAAIahS2AAAAAICgxuZRAAAAqBJ2fHPQr7hHIjtVah4Agg8ztgAAAACAoEZhCwAAAAAIahS2AAAAAICgRmELAAAAAAhqFLYAAAAAgKBGYQsAAAAACGoUtgAAAACAoEZhCwAAAAAIahS2AAAAAICgZjNN0wx0EgAAAAAA3C5mbAEAAAAAQY3CFgAAAAAQ1ChsAQAAAABBjcIWAAAAABDUKGwBAAAAAEGNwhYAAAAAENQobAEAAAAAQY3CFgAAAAAQ1ChsAQAAAABB7f8BaLLv+32CQsIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看训练结果，正向传播\n",
    "\n",
    "for i in range(0,10):\n",
    "    #blnn_set[i].feedforward()\n",
    "    show_nn(blnn_set[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(blnn_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ana",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
